The sun was beating down on the bustling yard sale, the air thick with the smell of old furniture and forgotten things. Maria, listlessly browsing, almost missed him. He was shoved behind a box of broken toys, his once-proud fur matted and dusty. It was Coco, her childhood friend, her protector.

She knelt, her fingers gently tracing the outline of his stitched mouth. A sudden lightness filled her. The weight of the last year, a heavy sadness, seemed to lift a little. She turned to the elderly man sitting in a lawn chair, his eyes closed.

"How much for the bear?" she asked, her voice barely a whisper. He opened his eyes, squinted at her, and named a price. Maria felt a sense of anticipation as she held him. She’d take him home, clean him up, and maybe, just maybe, the shadows wouldn't feel quite so long.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442